Posts Categorized: Developers

In knowledge driven economies, it’s increasingly common for many jobs to revolve around the consumption and analysis of information. This may entail, for example, reading dozens of articles to draw conclusions about emerging trends. Doable, right? Imagine, though, if you were a financial analyst and had to read through hundreds of articles and reports each… Read more

General, pre-trained machine learning solutions are now easier to come by — sentiment analysis, topic classification, entity extraction, etc. Unfortunately, these solutions typically don’t work so well with industry or company-specific tasks, because the data that matters for your business is probably different from the data used to train the model. For instance, financial articles… Read more

Hello, friendly human! Welcome to the first in a series of articles about using machine learning to solve problems. We start with fundamental concepts, and later explain how to implement those concepts using Python + TensorFlow code. Then we’ll show how to combine and extend these fundamental concepts to solve more interesting problems. An unproductive… Read more

In Part 2 of this series, we discussed how e-commerce fashion sites typically make clothing recommendations based on image similarity (here’s a great tutorial on how to do that, by the way). But what if you could also recommend products based on how well they matched with a past purchase? We built a fashion matching… Read more

About this Tutorial This tutorial assumes you have no programming experience and do not have a development environment. It will guide you through setting up a development environment and producing the code to access advanced machine learning solutions. If you run into any issues while following this tutorial, please feel free to create an issue… Read more

Welcome back to our three part series on computer vision. In the previous posts, we discussed convolutional neural networks (CNNs) and how transfer learning allows us to reuse pre-trained CNNs. This post will assume that you have a basic understanding of CNNs and transfer learning; we encourage you to reread the first two posts if… Read more

How many times have you sent an article to a friend or family member because you knew they’d like it? What made you decide to press that “share” button? Maybe the article was really well written and the topic was relevant to the person’s interests. Maybe it was about something you were just talking about with… Read more

Happy Chinese New Year! With the lunar new year around the corner, we can’t help but wonder what the latest trends are during this special time of the year. These trends are not only interesting but also crucial for goods and service providers to capitalize on this spirit of celebration. Here at indico, we want… Read more

We’ve had many requests from the indico community to add multilingual support for our APIs, so we’ve spent the past few months working on just that. We’re thrilled that we’ve got such a large international following, and we’re always striving to improve our tools to suit your needs. So here’s the big news: our Sentiment… Read more

Recognizing patterns comes naturally to us. Whether we’re learning a new language, guessing the artist of a song we’re hearing for the first time, or even recognising an old friend, our brains use patterns to simplify complex mental tasks. In fact, our brains are so hardwired to use pattern recognition as a shortcut, we even… Read more